Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 83084 |
| Missing cells | 913242 |
| Missing cells (%) | 42.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 50.6 MiB |
| Average record size in memory | 639.2 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 18 |
SUBJ_DESC has a high cardinality: 73 distinct values | High cardinality |
PSC is highly correlated with PLC and 1 other fields | High correlation |
PMA is highly correlated with PCN | High correlation |
PLC is highly correlated with PSC | High correlation |
PCN is highly correlated with PSC and 1 other fields | High correlation |
ICQU is highly correlated with ICMA and 4 other fields | High correlation |
ICMA is highly correlated with ICQU and 2 other fields | High correlation |
ICLE is highly correlated with ICFL and 1 other fields | High correlation |
ICHI is highly correlated with ICQU and 1 other fields | High correlation |
ICGE is highly correlated with ICHI | High correlation |
ICFL is highly correlated with ICQU and 1 other fields | High correlation |
ICFI is highly correlated with ICQU and 3 other fields | High correlation |
ICBI is highly correlated with ICQU and 3 other fields | High correlation |
ICSO is highly correlated with ICBI | High correlation |
PSC is highly correlated with PLC | High correlation |
PMA is highly correlated with PCN | High correlation |
PLC is highly correlated with PSC | High correlation |
PCN is highly correlated with PMA | High correlation |
ICQU is highly correlated with ICMA and 4 other fields | High correlation |
ICMA is highly correlated with ICQU and 2 other fields | High correlation |
ICLE is highly correlated with ICFL and 1 other fields | High correlation |
ICHI is highly correlated with ICQU and 1 other fields | High correlation |
ICGE is highly correlated with ICQU and 1 other fields | High correlation |
ICFL is highly correlated with ICLE | High correlation |
ICFI is highly correlated with ICQU and 4 other fields | High correlation |
ICBI is highly correlated with ICQU and 3 other fields | High correlation |
ICSO is highly correlated with ICFI and 1 other fields | High correlation |
ICHI is highly correlated with ICGE | High correlation |
ICGE is highly correlated with ICHI | High correlation |
IND_REP is highly correlated with GRDE_CODE_FINAL | High correlation |
MAJR_DESC1 is highly correlated with ICSO and 8 other fields | High correlation |
ICMA is highly correlated with ICFL and 7 other fields | High correlation |
PLC is highly correlated with PMA and 2 other fields | High correlation |
ICFL is highly correlated with ICMA and 7 other fields | High correlation |
PIN is highly correlated with PMA and 1 other fields | High correlation |
ICSO is highly correlated with MAJR_DESC1 and 6 other fields | High correlation |
ICGE is highly correlated with MAJR_DESC1 and 10 other fields | High correlation |
HAVE_PHONE is highly correlated with ICGE and 1 other fields | High correlation |
CRN_KEY is highly correlated with SUBJ_DESC and 2 other fields | High correlation |
ICBI is highly correlated with ICMA and 7 other fields | High correlation |
GRDE_CODE_FINAL is highly correlated with IND_REP and 1 other fields | High correlation |
HAVE_BECA is highly correlated with PCN and 1 other fields | High correlation |
PMA is highly correlated with PLC and 3 other fields | High correlation |
ICQU is highly correlated with MAJR_DESC1 and 9 other fields | High correlation |
CRED_ACAD is highly correlated with SUBJ_DESC | High correlation |
CRSE_NUMBER is highly correlated with MAJR_DESC1 and 2 other fields | High correlation |
PSC is highly correlated with PLC and 2 other fields | High correlation |
ICLE is highly correlated with ICMA and 7 other fields | High correlation |
SUBJ_DESC is highly correlated with MAJR_DESC1 and 5 other fields | High correlation |
ICHI is highly correlated with MAJR_DESC1 and 13 other fields | High correlation |
COLL_DESC is highly correlated with MAJR_DESC1 and 6 other fields | High correlation |
PCN is highly correlated with PLC and 4 other fields | High correlation |
CAMPUS is highly correlated with MAJR_DESC1 and 3 other fields | High correlation |
ICFI is highly correlated with MAJR_DESC1 and 8 other fields | High correlation |
BECA_GOB_ICFES is highly correlated with HAVE_BECA and 1 other fields | High correlation |
COLL_DESC is highly correlated with MAJR_DESC1 | High correlation |
MAJR_DESC1 is highly correlated with COLL_DESC and 1 other fields | High correlation |
CAMPUS is highly correlated with MAJR_DESC1 | High correlation |
HAVE_BECA is highly correlated with BECA_GOB_ICFES | High correlation |
BECA_GOB_ICFES is highly correlated with HAVE_BECA | High correlation |
IND_REP has 75153 (90.5%) missing values | Missing |
PSC has 26574 (32.0%) missing values | Missing |
PMA has 26574 (32.0%) missing values | Missing |
PLC has 26574 (32.0%) missing values | Missing |
PIN has 26574 (32.0%) missing values | Missing |
PCN has 26610 (32.0%) missing values | Missing |
ICQU has 77050 (92.7%) missing values | Missing |
ICMA has 77050 (92.7%) missing values | Missing |
ICLE has 77050 (92.7%) missing values | Missing |
ICHI has 82749 (99.6%) missing values | Missing |
ICGE has 82749 (99.6%) missing values | Missing |
ICFL has 77050 (92.7%) missing values | Missing |
ICFI has 77050 (92.7%) missing values | Missing |
ICBI has 77050 (92.7%) missing values | Missing |
ICSO has 77385 (93.1%) missing values | Missing |
CRED_ACAD has 2178 (2.6%) zeros | Zeros |
Reproduction
| Analysis started | 2021-06-16 04:32:46.865324 |
|---|---|
| Analysis finished | 2021-06-16 04:34:41.878612 |
| Duration | 1 minute and 55.01 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.4 MiB |
| MATEMATICAS | |
|---|---|
| DISEÑO | |
| COMPUTACION | |
| FISICA | |
| SOCIOLOGIA | 4476 |
| Other values (68) |
Length
| Max length | 30 |
|---|---|
| Median length | 11 |
| Mean length | 12.22193202 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1015447 |
|---|---|
| Distinct characters | 31 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ADMINISTRACION |
|---|---|
| 2nd row | ADMINISTRACION |
| 3rd row | ADMINISTRACION |
| 4th row | ADMINISTRACION |
| 5th row | ADMINISTRACION |
Common Values
| Value | Count | Frequency (%) |
| MATEMATICAS | 9670 | 11.6% |
| DISEÑO | 8603 | 10.4% |
| COMPUTACION | 5256 | 6.3% |
| FISICA | 5055 | 6.1% |
| SOCIOLOGIA | 4476 | 5.4% |
| FINANZAS CORPORATIVAS | 3710 | 4.5% |
| SISTEMICA | 2890 | 3.5% |
| BIOMEDICA | 2839 | 3.4% |
| AUTOMATIZACION Y CONTROL | 2724 | 3.3% |
| TERMOFLUIDOS | 2300 | 2.8% |
| Other values (63) | 35561 |
Length
| Value | Count | Frequency (%) |
| matematicas | 9670 | 8.5% |
| diseño | 8603 | 7.5% |
| y | 8489 | 7.4% |
| computacion | 5256 | 4.6% |
| fisica | 5055 | 4.4% |
| sociologia | 4476 | 3.9% |
| finanzas | 3710 | 3.3% |
| corporativas | 3710 | 3.3% |
| energia | 2944 | 2.6% |
| sistemica | 2890 | 2.5% |
| Other values (91) | 59161 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 127896 | |
| A | 125655 | |
| O | 99321 | |
| C | 89873 | |
| E | 83365 | |
| T | 70254 | 6.9% |
| S | 64244 | 6.3% |
| N | 57201 | 5.6% |
| M | 49535 | 4.9% |
| R | 43924 | 4.3% |
| Other values (21) | 204179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 984391 | |
| Space Separator | 30880 | 3.0% |
| Other Punctuation | 174 | < 0.1% |
| Decimal Number | 2 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 127896 | |
| A | 125655 | |
| O | 99321 | |
| C | 89873 | |
| E | 83365 | |
| T | 70254 | |
| S | 64244 | 6.5% |
| N | 57201 | 5.8% |
| M | 49535 | 5.0% |
| R | 43924 | 4.5% |
| Other values (17) | 173123 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 1 | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 30880 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 174 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 984391 | |
| Common | 31056 | 3.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| I | 127896 | |
| A | 125655 | |
| O | 99321 | |
| C | 89873 | |
| E | 83365 | |
| T | 70254 | |
| S | 64244 | 6.5% |
| N | 57201 | 5.8% |
| M | 49535 | 5.0% |
| R | 43924 | 4.5% |
| Other values (17) | 173123 |
Common
| Value | Count | Frequency (%) |
| 30880 | ||
| . | 174 | 0.6% |
| 3 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1006844 | |
| Latin 1 Sup | 8603 | 0.8% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 127896 | |
| A | 125655 | |
| O | 99321 | |
| C | 89873 | |
| E | 83365 | |
| T | 70254 | 7.0% |
| S | 64244 | 6.4% |
| N | 57201 | 5.7% |
| M | 49535 | 4.9% |
| R | 43924 | 4.4% |
| Other values (20) | 195576 |
Latin 1 Sup
| Value | Count | Frequency (%) |
| Ñ | 8603 |
| Distinct | 199 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10183.59626 |
| Minimum | 101 |
|---|---|
| Maximum | 26013 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 101 |
|---|---|
| 5-th percentile | 101 |
| Q1 | 105 |
| median | 15009 |
| Q3 | 18006 |
| 95-th percentile | 19003 |
| Maximum | 26013 |
| Range | 25912 |
| Interquartile range (IQR) | 17901 |
Descriptive statistics
| Standard deviation | 8839.704617 |
|---|---|
| Coefficient of variation (CV) | 0.8680336875 |
| Kurtosis | -1.888118253 |
| Mean | 10183.59626 |
| Median Absolute Deviation (MAD) | 3993 |
| Skewness | -0.2295100956 |
| Sum | 846093912 |
| Variance | 78140377.71 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 101 | 8100 | 9.7% |
| 18001 | 7534 | 9.1% |
| 18002 | 5158 | 6.2% |
| 19001 | 4738 | 5.7% |
| 102 | 4229 | 5.1% |
| 103 | 3972 | 4.8% |
| 104 | 3182 | 3.8% |
| 18003 | 2435 | 2.9% |
| 107 | 2365 | 2.8% |
| 19003 | 2085 | 2.5% |
| Other values (189) | 39286 |
| Value | Count | Frequency (%) |
| 101 | 8100 | |
| 102 | 4229 | |
| 103 | 3972 | |
| 104 | 3182 | 3.8% |
| 105 | 2006 | 2.4% |
| 106 | 1537 | 1.8% |
| 107 | 2365 | 2.8% |
| 108 | 765 | 0.9% |
| 109 | 1042 | 1.3% |
| 110 | 1126 | 1.4% |
| Value | Count | Frequency (%) |
| 26013 | 1 | < 0.1% |
| 26003 | 1 | < 0.1% |
| 26002 | 3 | < 0.1% |
| 25005 | 28 | < 0.1% |
| 25004 | 60 | 0.1% |
| 25002 | 265 | |
| 22001 | 2 | < 0.1% |
| 21610 | 1 | < 0.1% |
| 19032 | 57 | 0.1% |
| 19031 | 59 | 0.1% |
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.771265226 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 477 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.6 |
| Q1 | 3.3 |
| median | 3.8 |
| Q3 | 4.3 |
| 95-th percentile | 4.8 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7748867099 |
|---|---|
| Coefficient of variation (CV) | 0.2054712845 |
| Kurtosis | 4.052734555 |
| Mean | 3.771265226 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -1.333337753 |
| Sum | 313331.8 |
| Variance | 0.6004494132 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 5383 | 6.5% |
| 4 | 4725 | 5.7% |
| 4.1 | 4463 | 5.4% |
| 4.2 | 4374 | 5.3% |
| 4.3 | 4236 | 5.1% |
| 3.8 | 4141 | 5.0% |
| 3.9 | 4085 | 4.9% |
| 3.7 | 3990 | 4.8% |
| 4.4 | 3987 | 4.8% |
| 4.5 | 3924 | 4.7% |
| Other values (41) | 39776 |
| Value | Count | Frequency (%) |
| 0 | 477 | |
| 0.1 | 42 | 0.1% |
| 0.2 | 44 | 0.1% |
| 0.3 | 35 | < 0.1% |
| 0.4 | 29 | < 0.1% |
| 0.5 | 105 | 0.1% |
| 0.6 | 51 | 0.1% |
| 0.7 | 59 | 0.1% |
| 0.8 | 49 | 0.1% |
| 0.9 | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 5 | 2474 | |
| 4.9 | 1445 | 1.7% |
| 4.8 | 2007 | |
| 4.7 | 2568 | |
| 4.6 | 3151 | |
| 4.5 | 3924 | |
| 4.4 | 3987 | |
| 4.3 | 4236 | |
| 4.2 | 4374 | |
| 4.1 | 4463 |
| Distinct | 2631 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46767.03765 |
| Minimum | 35069 |
|---|---|
| Maximum | 55535 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 35069 |
|---|---|
| 5-th percentile | 36439 |
| Q1 | 43419 |
| median | 47801.5 |
| Q3 | 50698 |
| 95-th percentile | 54234 |
| Maximum | 55535 |
| Range | 20466 |
| Interquartile range (IQR) | 7279 |
Descriptive statistics
| Standard deviation | 5271.029187 |
|---|---|
| Coefficient of variation (CV) | 0.1127082118 |
| Kurtosis | -0.6495261632 |
| Mean | 46767.03765 |
| Median Absolute Deviation (MAD) | 3181.5 |
| Skewness | -0.5031430672 |
| Sum | 3885592556 |
| Variance | 27783748.69 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37717 | 269 | 0.3% |
| 42066 | 267 | 0.3% |
| 49664 | 245 | 0.3% |
| 37714 | 233 | 0.3% |
| 35942 | 229 | 0.3% |
| 44840 | 227 | 0.3% |
| 40423 | 225 | 0.3% |
| 37028 | 222 | 0.3% |
| 40421 | 219 | 0.3% |
| 50428 | 215 | 0.3% |
| Other values (2621) | 80733 |
| Value | Count | Frequency (%) |
| 35069 | 195 | |
| 35076 | 6 | < 0.1% |
| 35311 | 124 | |
| 35332 | 174 | |
| 35343 | 49 | 0.1% |
| 35350 | 5 | < 0.1% |
| 35354 | 2 | < 0.1% |
| 35360 | 87 | |
| 35363 | 13 | < 0.1% |
| 35366 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 55535 | 1 | < 0.1% |
| 55534 | 1 | < 0.1% |
| 55525 | 4 | < 0.1% |
| 55523 | 4 | < 0.1% |
| 55516 | 1 | < 0.1% |
| 55497 | 9 | |
| 55494 | 1 | < 0.1% |
| 55475 | 1 | < 0.1% |
| 55466 | 9 | |
| 55465 | 17 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.943779789 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 2178 |
| Zeros (%) | 2.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.496246625 |
|---|---|
| Coefficient of variation (CV) | 0.5082739647 |
| Kurtosis | 33.60205399 |
| Mean | 2.943779789 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.86010005 |
| Sum | 244581 |
| Variance | 2.238753962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 36652 | |
| 4 | 21485 | |
| 2 | 12452 | 15.0% |
| 1 | 8648 | 10.4% |
| 0 | 2178 | 2.6% |
| 5 | 579 | 0.7% |
| 16 | 504 | 0.6% |
| 8 | 317 | 0.4% |
| 6 | 265 | 0.3% |
| 12 | 2 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2178 | 2.6% |
| 1 | 8648 | 10.4% |
| 2 | 12452 | 15.0% |
| 3 | 36652 | |
| 4 | 21485 | |
| 5 | 579 | 0.7% |
| 6 | 265 | 0.3% |
| 8 | 317 | 0.4% |
| 10 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 504 | 0.6% |
| 14 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 8 | 317 | 0.4% |
| 6 | 265 | 0.3% |
| 5 | 579 | 0.7% |
| 4 | 21485 | |
| 3 | 36652 | |
| 2 | 12452 | 15.0% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| FAC DE INGENIERIA | |
|---|---|
| FAC DE INGEN FISICO MECANICAS | |
| FAC DE INGEN ADMINISTRATIVAS | |
| FAC DE INGEN DE SISTEMAS |
Length
| Max length | 29 |
|---|---|
| Median length | 28 |
| Mean length | 24.00117953 |
| Min length | 17 |
Characters and Unicode
| Total characters | 1994114 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FAC DE INGEN ADMINISTRATIVAS |
|---|---|
| 2nd row | FAC DE INGEN ADMINISTRATIVAS |
| 3rd row | FAC DE INGEN ADMINISTRATIVAS |
| 4th row | FAC DE INGEN ADMINISTRATIVAS |
| 5th row | FAC DE INGEN ADMINISTRATIVAS |
Common Values
| Value | Count | Frequency (%) |
| FAC DE INGENIERIA | 27906 | |
| FAC DE INGEN FISICO MECANICAS | 27184 | |
| FAC DE INGEN ADMINISTRATIVAS | 14880 | |
| FAC DE INGEN DE SISTEMAS | 13114 |
Length
Pie chart
| Value | Count | Frequency (%) |
| de | 96198 | |
| fac | 83084 | |
| ingen | 55178 | |
| ingenieria | 27906 | 8.1% |
| mecanicas | 27184 | 7.9% |
| fisico | 27184 | 7.9% |
| administrativas | 14880 | 4.3% |
| sistemas | 13114 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 278202 | |
| 261644 | ||
| E | 247486 | |
| A | 223112 | |
| N | 208232 | |
| C | 164636 | |
| S | 123470 | |
| D | 111078 | 5.6% |
| F | 110268 | 5.5% |
| G | 83084 | 4.2% |
| Other values (5) | 182902 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1732470 | |
| Space Separator | 261644 | 13.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 278202 | |
| E | 247486 | |
| A | 223112 | |
| N | 208232 | |
| C | 164636 | |
| S | 123470 | |
| D | 111078 | 6.4% |
| F | 110268 | 6.4% |
| G | 83084 | 4.8% |
| M | 55178 | 3.2% |
| Other values (4) | 127724 |
Space Separator
| Value | Count | Frequency (%) |
| 261644 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1732470 | |
| Common | 261644 | 13.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| I | 278202 | |
| E | 247486 | |
| A | 223112 | |
| N | 208232 | |
| C | 164636 | |
| S | 123470 | |
| D | 111078 | 6.4% |
| F | 110268 | 6.4% |
| G | 83084 | 4.8% |
| M | 55178 | 3.2% |
| Other values (4) | 127724 |
Common
| Value | Count | Frequency (%) |
| 261644 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1994114 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 278202 | |
| 261644 | ||
| E | 247486 | |
| A | 223112 | |
| N | 208232 | |
| C | 164636 | |
| S | 123470 | |
| D | 111078 | 5.6% |
| F | 110268 | 5.5% |
| G | 83084 | 4.2% |
| Other values (5) | 182902 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| INGENIERIA MECATRONICA | |
|---|---|
| INGENIERIA DE SISTEMAS | |
| INGENIERIA FINANCIERA | |
| INGENIERIA EN ENERGIA | |
| INGENIERIA BIOMEDICA | |
| Other values (3) |
Length
| Max length | 29 |
|---|---|
| Median length | 22 |
| Mean length | 21.40333879 |
| Min length | 20 |
Characters and Unicode
| Total characters | 1778275 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INGENIERIA DE MERCADOS |
|---|---|
| 2nd row | INGENIERIA DE MERCADOS |
| 3rd row | INGENIERIA DE MERCADOS |
| 4th row | INGENIERIA DE MERCADOS |
| 5th row | INGENIERIA DE MERCADOS |
Common Values
| Value | Count | Frequency (%) |
| INGENIERIA MECATRONICA | 19452 | |
| INGENIERIA DE SISTEMAS | 18104 | |
| INGENIERIA FINANCIERA | 15251 | |
| INGENIERIA EN ENERGIA | 12083 | |
| INGENIERIA BIOMEDICA | 10671 | |
| INGENIERIA DE MERCADOS | 4994 | 6.0% |
| INGENIERIA INDUSTRIAL | 2325 | 2.8% |
| GESTION DE SISTEMAS DE INFORM | 204 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| ingenieria | 82880 | |
| de | 23506 | 11.6% |
| mecatronica | 19452 | 9.6% |
| sistemas | 18308 | 9.1% |
| financiera | 15251 | 7.6% |
| energia | 12083 | 6.0% |
| en | 12083 | 6.0% |
| biomedica | 10671 | 5.3% |
| mercados | 4994 | 2.5% |
| industrial | 2325 | 1.2% |
| Other values (2) | 408 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 355385 | |
| E | 294395 | |
| N | 242613 | |
| A | 200667 | |
| R | 137189 | 7.7% |
| 118877 | 6.7% | |
| G | 95167 | 5.4% |
| C | 69820 | 3.9% |
| S | 62447 | 3.5% |
| M | 53629 | 3.0% |
| Other values (7) | 148086 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1659398 | |
| Space Separator | 118877 | 6.7% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 355385 | |
| E | 294395 | |
| N | 242613 | |
| A | 200667 | |
| R | 137189 | 8.3% |
| G | 95167 | 5.7% |
| C | 69820 | 4.2% |
| S | 62447 | 3.8% |
| M | 53629 | 3.2% |
| D | 41496 | 2.5% |
| Other values (6) | 106590 | 6.4% |
Space Separator
| Value | Count | Frequency (%) |
| 118877 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1659398 | |
| Common | 118877 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| I | 355385 | |
| E | 294395 | |
| N | 242613 | |
| A | 200667 | |
| R | 137189 | 8.3% |
| G | 95167 | 5.7% |
| C | 69820 | 4.2% |
| S | 62447 | 3.8% |
| M | 53629 | 3.2% |
| D | 41496 | 2.5% |
| Other values (6) | 106590 | 6.4% |
Common
| Value | Count | Frequency (%) |
| 118877 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1778275 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 355385 | |
| E | 294395 | |
| N | 242613 | |
| A | 200667 | |
| R | 137189 | 7.7% |
| 118877 | 6.7% | |
| G | 95167 | 5.4% |
| C | 69820 | 3.9% |
| S | 62447 | 3.5% |
| M | 53629 | 3.0% |
| Other values (7) | 148086 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 MiB |
| CC | |
|---|---|
| CV | 204 |
| UN | 4 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 166168 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CC |
|---|---|
| 2nd row | CC |
| 3rd row | CC |
| 4th row | CC |
| 5th row | CC |
Common Values
| Value | Count | Frequency (%) |
| CC | 82876 | |
| CV | 204 | 0.2% |
| UN | 4 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| cc | 82876 | |
| cv | 204 | 0.2% |
| un | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 165956 | |
| V | 204 | 0.1% |
| U | 4 | < 0.1% |
| N | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 166168 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 165956 | |
| V | 204 | 0.1% |
| U | 4 | < 0.1% |
| N | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 166168 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 165956 | |
| V | 204 | 0.1% |
| U | 4 | < 0.1% |
| N | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 166168 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 165956 | |
| V | 204 | 0.1% |
| U | 4 | < 0.1% |
| N | 4 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 75153 |
| Missing (%) | 90.5% |
| Memory size | 3.4 MiB |
| E | |
|---|---|
| I |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7931 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | E |
|---|---|
| 2nd row | E |
| 3rd row | E |
| 4th row | I |
| 5th row | I |
Common Values
| Value | Count | Frequency (%) |
| E | 4244 | 5.1% |
| I | 3687 | 4.4% |
| (Missing) | 75153 |
Length
Pie chart
| Value | Count | Frequency (%) |
| e | 4244 | |
| i | 3687 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 4244 | |
| I | 3687 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 7931 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 4244 | |
| I | 3687 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7931 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 4244 | |
| I | 3687 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7931 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 4244 | |
| I | 3687 |
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 MiB |
| NOTIENE | |
|---|---|
| BI14 - PLAN 10000 BECAS GOBIERNO 2014, BM14 - MATRICULA 10000 BECAS GOB 2014 | |
| BI15 - PLAN 10000 BECAS GOBIERNO 2015, BM15 - MATRICULA 10000 BECAS GOB 2015 | |
| BI16 - PLAN 10000 BECAS GOBIERNO 2016, BM16 - MATRICULA 10000 BECAS GOB 2016 | |
| BI17 - PLAN 10000 BECAS GOBIERNO 2017, BM17 - MATRICULA 10000 BECAS GOB 2017 | 3006 |
| Other values (11) | 1578 |
Length
| Max length | 77 |
|---|---|
| Median length | 7 |
| Mean length | 34.78703481 |
| Min length | 7 |
Characters and Unicode
| Total characters | 2890246 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NOTIENE |
|---|---|
| 2nd row | NOTIENE |
| 3rd row | NOTIENE |
| 4th row | NOTIENE |
| 5th row | NOTIENE |
Common Values
| Value | Count | Frequency (%) |
| NOTIENE | 49521 | |
| BI14 - PLAN 10000 BECAS GOBIERNO 2014, BM14 - MATRICULA 10000 BECAS GOB 2014 | 12455 | 15.0% |
| BI15 - PLAN 10000 BECAS GOBIERNO 2015, BM15 - MATRICULA 10000 BECAS GOB 2015 | 11143 | 13.4% |
| BI16 - PLAN 10000 BECAS GOBIERNO 2016, BM16 - MATRICULA 10000 BECAS GOB 2016 | 5381 | 6.5% |
| BI17 - PLAN 10000 BECAS GOBIERNO 2017, BM17 - MATRICULA 10000 BECAS GOB 2017 | 3006 | 3.6% |
| BI18 - GENERACION E BECAS GOB 2018, BM18 - MATRICULA GEN E BECAS GOB 2018 | 599 | 0.7% |
| BI19 - GENERACION E BECAS GOB 2019 | 361 | 0.4% |
| BI17 - PLAN 10000 BECAS GOBIERNO 2017 | 183 | 0.2% |
| BM14 - MATRICULA 10000 BECAS GOB 2014 | 132 | 0.2% |
| BM15 - MATRICULA 10000 BECAS GOB 2015 | 74 | 0.1% |
| Other values (6) | 229 | 0.3% |
Length
| Value | Count | Frequency (%) |
| 66157 | ||
| becas | 66157 | |
| 10000 | 64571 | |
| notiene | 49521 | |
| gob | 33827 | 6.6% |
| matricula | 32840 | 6.4% |
| plan | 32330 | 6.3% |
| gobierno | 32330 | 6.3% |
| 2014 | 25079 | 4.9% |
| 2015 | 22435 | 4.4% |
| Other values (18) | 87972 |
Most occurring characters
| Value | Count | Frequency (%) |
| 463698 | ||
| 0 | 324441 | |
| E | 201688 | 7.0% |
| B | 198471 | 6.9% |
| 1 | 196885 | 6.8% |
| N | 166275 | 5.8% |
| A | 165154 | 5.7% |
| O | 148995 | 5.2% |
| I | 148995 | 5.2% |
| C | 99984 | 3.5% |
| Other values (17) | 775660 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1608000 | |
| Decimal Number | 719797 | |
| Space Separator | 463698 | 16.0% |
| Dash Punctuation | 66157 | 2.3% |
| Other Punctuation | 32594 | 1.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 201688 | |
| B | 198471 | |
| N | 166275 | |
| A | 165154 | |
| O | 148995 | |
| I | 148995 | |
| C | 99984 | 6.2% |
| T | 82361 | 5.1% |
| G | 67743 | 4.2% |
| S | 66157 | 4.1% |
| Other values (5) | 262177 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 324441 | |
| 1 | 196885 | |
| 2 | 66157 | 9.2% |
| 4 | 50158 | 7.0% |
| 5 | 44870 | 6.2% |
| 6 | 21724 | 3.0% |
| 7 | 12390 | 1.7% |
| 8 | 2450 | 0.3% |
| 9 | 722 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 463698 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 66157 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 32594 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1608000 | |
| Common | 1282246 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 201688 | |
| B | 198471 | |
| N | 166275 | |
| A | 165154 | |
| O | 148995 | |
| I | 148995 | |
| C | 99984 | 6.2% |
| T | 82361 | 5.1% |
| G | 67743 | 4.2% |
| S | 66157 | 4.1% |
| Other values (5) | 262177 |
Common
| Value | Count | Frequency (%) |
| 463698 | ||
| 0 | 324441 | |
| 1 | 196885 | |
| - | 66157 | 5.2% |
| 2 | 66157 | 5.2% |
| 4 | 50158 | 3.9% |
| 5 | 44870 | 3.5% |
| , | 32594 | 2.5% |
| 6 | 21724 | 1.7% |
| 7 | 12390 | 1.0% |
| Other values (2) | 3172 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2890246 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 463698 | ||
| 0 | 324441 | |
| E | 201688 | 7.0% |
| B | 198471 | 6.9% |
| 1 | 196885 | 6.8% |
| N | 166275 | 5.8% |
| A | 165154 | 5.7% |
| O | 148995 | 5.2% |
| I | 148995 | 5.2% |
| C | 99984 | 3.5% |
| Other values (17) | 775660 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.2 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 83084 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 49521 | |
| 1 | 33563 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 49521 | |
| 1 | 33563 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 49521 | |
| 1 | 33563 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 83084 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 49521 | |
| 1 | 33563 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 83084 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 49521 | |
| 1 | 33563 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 83084 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 49521 | |
| 1 | 33563 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.2 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 83084 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 47344 | |
| 1 | 35740 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 47344 | |
| 1 | 35740 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 47344 | |
| 1 | 35740 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 83084 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 47344 | |
| 1 | 35740 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 83084 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 47344 | |
| 1 | 35740 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 83084 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 47344 | |
| 1 | 35740 |
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 26574 |
| Missing (%) | 32.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.6757919 |
| Minimum | 31 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 52 |
| Q1 | 60 |
| median | 65 |
| Q3 | 70 |
| 95-th percentile | 76 |
| Maximum | 100 |
| Range | 69 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.626750404 |
|---|---|
| Coefficient of variation (CV) | 0.1179227989 |
| Kurtosis | 0.8802472113 |
| Mean | 64.6757919 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.2882699828 |
| Sum | 3654829 |
| Variance | 58.16732172 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 65 | 4512 | 5.4% |
| 62 | 3920 | 4.7% |
| 67 | 3493 | 4.2% |
| 70 | 3329 | 4.0% |
| 59 | 3034 | 3.7% |
| 68 | 2798 | 3.4% |
| 64 | 2772 | 3.3% |
| 72 | 2326 | 2.8% |
| 69 | 2164 | 2.6% |
| 61 | 2146 | 2.6% |
| Other values (44) | 26016 | |
| (Missing) | 26574 |
| Value | Count | Frequency (%) |
| 31 | 22 | < 0.1% |
| 35 | 4 | < 0.1% |
| 36 | 49 | 0.1% |
| 37 | 5 | < 0.1% |
| 38 | 18 | < 0.1% |
| 39 | 54 | 0.1% |
| 40 | 47 | 0.1% |
| 41 | 65 | |
| 42 | 138 | |
| 43 | 79 |
| Value | Count | Frequency (%) |
| 100 | 38 | < 0.1% |
| 88 | 173 | 0.2% |
| 87 | 52 | 0.1% |
| 84 | 105 | 0.1% |
| 83 | 53 | 0.1% |
| 82 | 34 | < 0.1% |
| 81 | 500 | |
| 80 | 36 | < 0.1% |
| 79 | 408 | |
| 78 | 534 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 26574 |
| Missing (%) | 32.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.79768183 |
| Minimum | 36 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 36 |
|---|---|
| 5-th percentile | 55 |
| Q1 | 64 |
| median | 70 |
| Q3 | 75 |
| 95-th percentile | 84 |
| Maximum | 100 |
| Range | 64 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 9.130150053 |
|---|---|
| Coefficient of variation (CV) | 0.1308087864 |
| Kurtosis | 0.7248443497 |
| Mean | 69.79768183 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.06599426326 |
| Sum | 3944267 |
| Variance | 83.35963999 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 3838 | 4.6% |
| 74 | 3754 | 4.5% |
| 72 | 3610 | 4.3% |
| 67 | 3388 | 4.1% |
| 63 | 2305 | 2.8% |
| 75 | 2298 | 2.8% |
| 64 | 2292 | 2.8% |
| 68 | 2148 | 2.6% |
| 65 | 2050 | 2.5% |
| 69 | 1920 | 2.3% |
| Other values (46) | 28907 | |
| (Missing) | 26574 |
| Value | Count | Frequency (%) |
| 36 | 24 | < 0.1% |
| 38 | 51 | 0.1% |
| 39 | 3 | < 0.1% |
| 42 | 16 | < 0.1% |
| 44 | 121 | |
| 45 | 114 | |
| 46 | 221 | |
| 47 | 218 | |
| 48 | 98 | |
| 49 | 186 |
| Value | Count | Frequency (%) |
| 100 | 388 | |
| 97 | 38 | < 0.1% |
| 96 | 168 | 0.2% |
| 95 | 56 | 0.1% |
| 93 | 184 | 0.2% |
| 92 | 48 | 0.1% |
| 90 | 151 | 0.2% |
| 89 | 275 | |
| 87 | 678 | |
| 86 | 194 | 0.2% |
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 26574 |
| Missing (%) | 32.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.72436737 |
| Minimum | 40 |
|---|---|
| Maximum | 93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 52 |
| Q1 | 59 |
| median | 63 |
| Q3 | 69 |
| 95-th percentile | 76 |
| Maximum | 93 |
| Range | 53 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.30625664 |
|---|---|
| Coefficient of variation (CV) | 0.1146540474 |
| Kurtosis | 0.1448315384 |
| Mean | 63.72436737 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.02645706064 |
| Sum | 3601064 |
| Variance | 53.38138608 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 65 | 5482 | 6.6% |
| 63 | 4442 | 5.3% |
| 67 | 4160 | 5.0% |
| 69 | 3527 | 4.2% |
| 60 | 3504 | 4.2% |
| 61 | 3207 | 3.9% |
| 58 | 2623 | 3.2% |
| 57 | 2596 | 3.1% |
| 54 | 2353 | 2.8% |
| 71 | 2337 | 2.8% |
| Other values (38) | 22279 | |
| (Missing) | 26574 |
| Value | Count | Frequency (%) |
| 40 | 27 | < 0.1% |
| 41 | 25 | < 0.1% |
| 42 | 32 | < 0.1% |
| 43 | 56 | 0.1% |
| 44 | 137 | 0.2% |
| 45 | 36 | < 0.1% |
| 46 | 289 | |
| 47 | 323 | |
| 48 | 246 | |
| 49 | 492 |
| Value | Count | Frequency (%) |
| 93 | 54 | 0.1% |
| 92 | 23 | < 0.1% |
| 85 | 18 | < 0.1% |
| 84 | 163 | |
| 83 | 95 | 0.1% |
| 82 | 159 | |
| 81 | 60 | 0.1% |
| 80 | 263 | |
| 79 | 338 | |
| 78 | 394 |
| Distinct | 62 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 26574 |
| Missing (%) | 32.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.92590692 |
| Minimum | 35 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 46 |
| Q1 | 55 |
| median | 63 |
| Q3 | 72 |
| 95-th percentile | 83 |
| Maximum | 100 |
| Range | 65 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 11.6049232 |
|---|---|
| Coefficient of variation (CV) | 0.1815370913 |
| Kurtosis | -0.01735206546 |
| Mean | 63.92590692 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.3777961027 |
| Sum | 3612453 |
| Variance | 134.6742426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71 | 2542 | 3.1% |
| 55 | 2441 | 2.9% |
| 65 | 2226 | 2.7% |
| 58 | 2135 | 2.6% |
| 59 | 2119 | 2.6% |
| 53 | 2106 | 2.5% |
| 64 | 2099 | 2.5% |
| 60 | 2003 | 2.4% |
| 54 | 1964 | 2.4% |
| 57 | 1807 | 2.2% |
| Other values (52) | 35068 | |
| (Missing) | 26574 |
| Value | Count | Frequency (%) |
| 35 | 4 | < 0.1% |
| 36 | 23 | < 0.1% |
| 37 | 82 | 0.1% |
| 38 | 94 | 0.1% |
| 39 | 34 | < 0.1% |
| 40 | 194 | 0.2% |
| 41 | 542 | |
| 42 | 76 | 0.1% |
| 43 | 430 | |
| 44 | 733 |
| Value | Count | Frequency (%) |
| 100 | 424 | |
| 97 | 20 | < 0.1% |
| 95 | 99 | 0.1% |
| 94 | 384 | |
| 93 | 150 | 0.2% |
| 92 | 86 | 0.1% |
| 91 | 86 | 0.1% |
| 90 | 126 | 0.2% |
| 88 | 177 | |
| 87 | 107 | 0.1% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 26610 |
| Missing (%) | 32.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.23499309 |
| Minimum | 36 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 36 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 63 |
| median | 68 |
| Q3 | 72 |
| 95-th percentile | 79 |
| Maximum | 100 |
| Range | 64 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.799193 |
|---|---|
| Coefficient of variation (CV) | 0.1159990154 |
| Kurtosis | 1.432080524 |
| Mean | 67.23499309 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.2549130608 |
| Sum | 3797029 |
| Variance | 60.82741145 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71 | 3734 | 4.5% |
| 67 | 3464 | 4.2% |
| 69 | 3294 | 4.0% |
| 68 | 3256 | 3.9% |
| 70 | 3179 | 3.8% |
| 66 | 3157 | 3.8% |
| 72 | 2964 | 3.6% |
| 65 | 2755 | 3.3% |
| 64 | 2505 | 3.0% |
| 74 | 2493 | 3.0% |
| Other values (40) | 25673 | |
| (Missing) | 26610 |
| Value | Count | Frequency (%) |
| 36 | 51 | 0.1% |
| 37 | 61 | 0.1% |
| 42 | 57 | 0.1% |
| 43 | 69 | 0.1% |
| 44 | 158 | |
| 45 | 110 | 0.1% |
| 46 | 104 | 0.1% |
| 47 | 380 | |
| 48 | 281 | |
| 49 | 172 |
| Value | Count | Frequency (%) |
| 100 | 129 | 0.2% |
| 96 | 18 | < 0.1% |
| 90 | 265 | |
| 87 | 100 | 0.1% |
| 86 | 239 | |
| 84 | 143 | 0.2% |
| 83 | 313 | |
| 82 | 145 | 0.2% |
| 81 | 569 | |
| 80 | 497 |
| Distinct | 81 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 77050 |
| Missing (%) | 92.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.2235648 |
| Minimum | 31.49 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 31.49 |
|---|---|
| 5-th percentile | 39.88 |
| Q1 | 49 |
| median | 55 |
| Q3 | 62 |
| 95-th percentile | 69.14 |
| Maximum | 88 |
| Range | 56.51 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.389154823 |
|---|---|
| Coefficient of variation (CV) | 0.1700208028 |
| Kurtosis | 0.3242025053 |
| Mean | 55.2235648 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.2752671902 |
| Sum | 333218.99 |
| Variance | 88.15622828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 439 | 0.5% |
| 56 | 370 | 0.4% |
| 65 | 363 | 0.4% |
| 54 | 347 | 0.4% |
| 62 | 317 | 0.4% |
| 48 | 246 | 0.3% |
| 51 | 199 | 0.2% |
| 50 | 181 | 0.2% |
| 53 | 169 | 0.2% |
| 69 | 157 | 0.2% |
| Other values (71) | 3246 | 3.9% |
| (Missing) | 77050 |
| Value | Count | Frequency (%) |
| 31.49 | 10 | < 0.1% |
| 32 | 25 | |
| 34.91 | 39 | |
| 36 | 9 | < 0.1% |
| 36.78 | 38 | |
| 37 | 29 | |
| 38 | 37 | |
| 38.67 | 10 | < 0.1% |
| 39 | 40 | |
| 39.62 | 33 |
| Value | Count | Frequency (%) |
| 88 | 41 | < 0.1% |
| 77 | 31 | < 0.1% |
| 76 | 48 | 0.1% |
| 75.02 | 66 | |
| 75 | 54 | 0.1% |
| 71.97 | 17 | < 0.1% |
| 70 | 42 | 0.1% |
| 69.14 | 49 | 0.1% |
| 69 | 157 | |
| 68 | 89 |
| Distinct | 89 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 77050 |
| Missing (%) | 92.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.24383825 |
| Minimum | 31 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 42 |
| Q1 | 54 |
| median | 60 |
| Q3 | 68 |
| 95-th percentile | 83 |
| Maximum | 88 |
| Range | 57 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 11.4738818 |
|---|---|
| Coefficient of variation (CV) | 0.1904573503 |
| Kurtosis | -0.1730887047 |
| Mean | 60.24383825 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.1454429348 |
| Sum | 363511.32 |
| Variance | 131.6499636 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68 | 421 | 0.5% |
| 65 | 329 | 0.4% |
| 60 | 286 | 0.3% |
| 55 | 222 | 0.3% |
| 62 | 214 | 0.3% |
| 58 | 188 | 0.2% |
| 59 | 183 | 0.2% |
| 54 | 181 | 0.2% |
| 52 | 176 | 0.2% |
| 61 | 172 | 0.2% |
| Other values (79) | 3662 | 4.4% |
| (Missing) | 77050 |
| Value | Count | Frequency (%) |
| 31 | 29 | < 0.1% |
| 34 | 48 | 0.1% |
| 35 | 9 | < 0.1% |
| 35.55 | 6 | < 0.1% |
| 38 | 43 | 0.1% |
| 39 | 15 | < 0.1% |
| 39.12 | 5 | < 0.1% |
| 40.82 | 7 | < 0.1% |
| 41 | 123 | |
| 42 | 53 |
| Value | Count | Frequency (%) |
| 88 | 54 | 0.1% |
| 85.53 | 33 | < 0.1% |
| 85 | 83 | |
| 83 | 140 | |
| 82 | 52 | 0.1% |
| 79 | 76 | |
| 78.36 | 17 | < 0.1% |
| 78 | 50 | 0.1% |
| 77 | 70 | |
| 75.41 | 11 | < 0.1% |
| Distinct | 73 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 77050 |
| Missing (%) | 92.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.83833444 |
| Minimum | 36 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 36 |
|---|---|
| 5-th percentile | 43 |
| Q1 | 50 |
| median | 54.54 |
| Q3 | 60 |
| 95-th percentile | 66 |
| Maximum | 76 |
| Range | 40 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.821105659 |
|---|---|
| Coefficient of variation (CV) | 0.124385719 |
| Kurtosis | 0.2161309478 |
| Mean | 54.83833444 |
| Median Absolute Deviation (MAD) | 4.54 |
| Skewness | 0.1086876941 |
| Sum | 330894.51 |
| Variance | 46.52748241 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58 | 492 | 0.6% |
| 50 | 472 | 0.6% |
| 60 | 445 | 0.5% |
| 52 | 372 | 0.4% |
| 54 | 358 | 0.4% |
| 48 | 328 | 0.4% |
| 55 | 304 | 0.4% |
| 62 | 277 | 0.3% |
| 56 | 199 | 0.2% |
| 65 | 172 | 0.2% |
| Other values (63) | 2615 | 3.1% |
| (Missing) | 77050 |
| Value | Count | Frequency (%) |
| 36 | 2 | < 0.1% |
| 38 | 57 | |
| 40 | 53 | |
| 40.12 | 5 | < 0.1% |
| 41 | 99 | |
| 42 | 40 | |
| 42.76 | 32 | < 0.1% |
| 43 | 99 | |
| 43.85 | 42 | |
| 43.94 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 76 | 38 | < 0.1% |
| 73.98 | 31 | < 0.1% |
| 70.74 | 17 | < 0.1% |
| 70 | 53 | 0.1% |
| 69 | 24 | < 0.1% |
| 67 | 99 | |
| 66 | 52 | 0.1% |
| 65 | 172 | |
| 64.91 | 33 | < 0.1% |
| 63 | 69 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 82749 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.59483582 |
| Minimum | 40.42 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 40.42 |
|---|---|
| 5-th percentile | 42.46 |
| Q1 | 46.47 |
| median | 48.04 |
| Q3 | 51.62 |
| 95-th percentile | 53.53 |
| Maximum | 54 |
| Range | 13.58 |
| Interquartile range (IQR) | 5.15 |
Descriptive statistics
| Standard deviation | 3.997747781 |
|---|---|
| Coefficient of variation (CV) | 0.08226692639 |
| Kurtosis | -1.118160045 |
| Mean | 48.59483582 |
| Median Absolute Deviation (MAD) | 3.58 |
| Skewness | -0.3544014483 |
| Sum | 16279.27 |
| Variance | 15.98198732 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 46.47 | 44 | 0.1% |
| 50 | 41 | < 0.1% |
| 51.62 | 41 | < 0.1% |
| 42.88 | 39 | < 0.1% |
| 53.53 | 38 | < 0.1% |
| 48.04 | 38 | < 0.1% |
| 53 | 36 | < 0.1% |
| 42.46 | 17 | < 0.1% |
| 48 | 12 | < 0.1% |
| 44 | 9 | < 0.1% |
| Other values (3) | 20 | < 0.1% |
| (Missing) | 82749 |
| Value | Count | Frequency (%) |
| 40.42 | 6 | < 0.1% |
| 41.17 | 5 | < 0.1% |
| 42.46 | 17 | < 0.1% |
| 42.88 | 39 | |
| 44 | 9 | < 0.1% |
| 46.47 | 44 | |
| 48 | 12 | < 0.1% |
| 48.04 | 38 | |
| 50 | 41 | |
| 51.62 | 41 |
| Value | Count | Frequency (%) |
| 54 | 9 | < 0.1% |
| 53.53 | 38 | |
| 53 | 36 | |
| 51.62 | 41 | |
| 50 | 41 | |
| 48.04 | 38 | |
| 48 | 12 | < 0.1% |
| 46.47 | 44 | |
| 44 | 9 | < 0.1% |
| 42.88 | 39 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 82749 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.25259701 |
| Minimum | 33.16 |
|---|---|
| Maximum | 60.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 33.16 |
|---|---|
| 5-th percentile | 36.15 |
| Q1 | 42.68 |
| median | 47.24 |
| Q3 | 49.14 |
| 95-th percentile | 60.66 |
| Maximum | 60.66 |
| Range | 27.5 |
| Interquartile range (IQR) | 6.46 |
Descriptive statistics
| Standard deviation | 6.495615896 |
|---|---|
| Coefficient of variation (CV) | 0.1374657967 |
| Kurtosis | 0.244834236 |
| Mean | 47.25259701 |
| Median Absolute Deviation (MAD) | 2.59 |
| Skewness | 0.4342425573 |
| Sum | 15829.62 |
| Variance | 42.19302587 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49 | 77 | 0.1% |
| 44.65 | 44 | 0.1% |
| 49.14 | 41 | < 0.1% |
| 42.68 | 39 | < 0.1% |
| 60.66 | 38 | < 0.1% |
| 47.24 | 28 | < 0.1% |
| 36.15 | 17 | < 0.1% |
| 39 | 12 | < 0.1% |
| 38.74 | 10 | < 0.1% |
| 56 | 9 | < 0.1% |
| Other values (3) | 20 | < 0.1% |
| (Missing) | 82749 |
| Value | Count | Frequency (%) |
| 33.16 | 6 | < 0.1% |
| 36.15 | 17 | < 0.1% |
| 38.74 | 10 | < 0.1% |
| 39 | 12 | < 0.1% |
| 42 | 9 | < 0.1% |
| 42.68 | 39 | |
| 44.65 | 44 | |
| 46.81 | 5 | < 0.1% |
| 47.24 | 28 | < 0.1% |
| 49 | 77 |
| Value | Count | Frequency (%) |
| 60.66 | 38 | |
| 56 | 9 | < 0.1% |
| 49.14 | 41 | |
| 49 | 77 | |
| 47.24 | 28 | < 0.1% |
| 46.81 | 5 | < 0.1% |
| 44.65 | 44 | |
| 42.68 | 39 | |
| 42 | 9 | < 0.1% |
| 39 | 12 | < 0.1% |
| Distinct | 85 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 77050 |
| Missing (%) | 92.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.91555519 |
| Minimum | 17.7 |
|---|---|
| Maximum | 84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 17.7 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 42 |
| median | 47.37 |
| Q3 | 54 |
| 95-th percentile | 63.68 |
| Maximum | 84 |
| Range | 66.3 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 10.1344031 |
|---|---|
| Coefficient of variation (CV) | 0.2115054926 |
| Kurtosis | 0.9082644637 |
| Mean | 47.91555519 |
| Median Absolute Deviation (MAD) | 6.09 |
| Skewness | 0.1416438573 |
| Sum | 289122.46 |
| Variance | 102.7061263 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53 | 477 | 0.6% |
| 44 | 299 | 0.4% |
| 51 | 254 | 0.3% |
| 43 | 242 | 0.3% |
| 42 | 214 | 0.3% |
| 45 | 214 | 0.3% |
| 46 | 205 | 0.2% |
| 61 | 190 | 0.2% |
| 55 | 180 | 0.2% |
| 34 | 154 | 0.2% |
| Other values (75) | 3605 | 4.3% |
| (Missing) | 77050 |
| Value | Count | Frequency (%) |
| 17.7 | 42 | 0.1% |
| 24 | 49 | 0.1% |
| 24.08 | 7 | < 0.1% |
| 25 | 58 | 0.1% |
| 28 | 30 | < 0.1% |
| 28.3 | 10 | < 0.1% |
| 30 | 103 | |
| 33 | 88 | |
| 34 | 154 | |
| 35 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 84 | 41 | < 0.1% |
| 77 | 48 | 0.1% |
| 70 | 5 | < 0.1% |
| 66 | 44 | 0.1% |
| 65.24 | 15 | < 0.1% |
| 65 | 122 | |
| 63.68 | 31 | < 0.1% |
| 63 | 52 | |
| 62 | 112 | |
| 61.83 | 41 | < 0.1% |
| Distinct | 84 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 77050 |
| Missing (%) | 92.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.18990554 |
| Minimum | 31 |
|---|---|
| Maximum | 107 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 50 |
| median | 56 |
| Q3 | 62 |
| 95-th percentile | 79.203 |
| Maximum | 107 |
| Range | 76 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 11.70212682 |
|---|---|
| Coefficient of variation (CV) | 0.2046187471 |
| Kurtosis | 3.205279424 |
| Mean | 57.18990554 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.242947509 |
| Sum | 345083.89 |
| Variance | 136.9397721 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 62 | 579 | 0.7% |
| 53 | 494 | 0.6% |
| 59 | 365 | 0.4% |
| 50 | 307 | 0.4% |
| 52 | 247 | 0.3% |
| 57 | 246 | 0.3% |
| 66 | 225 | 0.3% |
| 56 | 205 | 0.2% |
| 47 | 193 | 0.2% |
| 55 | 152 | 0.2% |
| Other values (74) | 3021 | 3.6% |
| (Missing) | 77050 |
| Value | Count | Frequency (%) |
| 31 | 25 | |
| 33 | 60 | |
| 36.62 | 6 | < 0.1% |
| 37.5 | 38 | |
| 37.52 | 5 | < 0.1% |
| 38 | 41 | |
| 39 | 15 | < 0.1% |
| 40 | 57 | |
| 41 | 61 | |
| 42.13 | 42 |
| Value | Count | Frequency (%) |
| 107 | 52 | |
| 99 | 41 | < 0.1% |
| 93 | 18 | < 0.1% |
| 87 | 78 | |
| 86 | 53 | |
| 80 | 43 | |
| 79.58 | 17 | < 0.1% |
| 79 | 48 | |
| 76 | 41 | < 0.1% |
| 74 | 106 |
| Distinct | 83 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 77050 |
| Missing (%) | 92.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.00258535 |
| Minimum | 28.18 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 28.18 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 48.95 |
| median | 53 |
| Q3 | 59 |
| 95-th percentile | 69.14 |
| Maximum | 76 |
| Range | 47.82 |
| Interquartile range (IQR) | 10.05 |
Descriptive statistics
| Standard deviation | 8.247325015 |
|---|---|
| Coefficient of variation (CV) | 0.1527209292 |
| Kurtosis | 0.002917575164 |
| Mean | 54.00258535 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.2564556969 |
| Sum | 325851.6 |
| Variance | 68.01836991 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51 | 502 | 0.6% |
| 53 | 369 | 0.4% |
| 57 | 357 | 0.4% |
| 55 | 249 | 0.3% |
| 64 | 214 | 0.3% |
| 54 | 204 | 0.2% |
| 58 | 194 | 0.2% |
| 48 | 185 | 0.2% |
| 45 | 177 | 0.2% |
| 62 | 166 | 0.2% |
| Other values (73) | 3417 | 4.1% |
| (Missing) | 77050 |
| Value | Count | Frequency (%) |
| 28.18 | 5 | < 0.1% |
| 33 | 15 | < 0.1% |
| 36.28 | 6 | < 0.1% |
| 36.32 | 44 | 0.1% |
| 37 | 79 | |
| 38 | 7 | < 0.1% |
| 39 | 69 | |
| 40 | 7 | < 0.1% |
| 41 | 156 | |
| 42 | 52 | 0.1% |
| Value | Count | Frequency (%) |
| 76 | 39 | |
| 75 | 44 | |
| 72 | 59 | |
| 71.9 | 80 | |
| 71 | 32 | < 0.1% |
| 69.65 | 33 | |
| 69.14 | 28 | < 0.1% |
| 69 | 10 | < 0.1% |
| 68.87 | 44 | |
| 68 | 41 |
| Distinct | 70 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 77385 |
| Missing (%) | 93.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.57265661 |
| Minimum | 5 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 46.81 |
| median | 53 |
| Q3 | 59 |
| 95-th percentile | 66.87 |
| Maximum | 72 |
| Range | 67 |
| Interquartile range (IQR) | 12.19 |
Descriptive statistics
| Standard deviation | 9.904179007 |
|---|---|
| Coefficient of variation (CV) | 0.1883903087 |
| Kurtosis | 3.624343329 |
| Mean | 52.57265661 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.9366627911 |
| Sum | 299611.57 |
| Variance | 98.09276181 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 56 | 540 | 0.6% |
| 50 | 342 | 0.4% |
| 63 | 310 | 0.4% |
| 54 | 284 | 0.3% |
| 61 | 242 | 0.3% |
| 47 | 212 | 0.3% |
| 46 | 185 | 0.2% |
| 41 | 173 | 0.2% |
| 38 | 164 | 0.2% |
| 42 | 156 | 0.2% |
| Other values (60) | 3091 | 3.7% |
| (Missing) | 77385 |
| Value | Count | Frequency (%) |
| 5 | 55 | 0.1% |
| 32.88 | 6 | < 0.1% |
| 33 | 5 | < 0.1% |
| 34.19 | 36 | < 0.1% |
| 36 | 62 | 0.1% |
| 37 | 57 | 0.1% |
| 37.44 | 42 | 0.1% |
| 38 | 164 | |
| 39 | 51 | 0.1% |
| 41 | 173 |
| Value | Count | Frequency (%) |
| 72 | 147 | |
| 71 | 7 | < 0.1% |
| 69.63 | 17 | < 0.1% |
| 69.34 | 31 | < 0.1% |
| 69 | 13 | < 0.1% |
| 68 | 59 | |
| 66.87 | 49 | 0.1% |
| 66.85 | 11 | < 0.1% |
| 66 | 141 | |
| 65.68 | 10 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| SUBJ_DESC | CRSE_NUMBER | GRDE_CODE_FINAL | CRN_KEY | CRED_ACAD | COLL_DESC | MAJR_DESC1 | CAMPUS | IND_REP | BECA_GOB_ICFES | HAVE_BECA | HAVE_PHONE | PSC | PMA | PLC | PIN | PCN | ICQU | ICMA | ICLE | ICHI | ICGE | ICFL | ICFI | ICBI | ICSO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ADMINISTRACION | 109 | 3.8 | 44362 | 2.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | ADMINISTRACION | 126 | 4.7 | 35753 | 2.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | ADMINISTRACION | 126 | 4.5 | 35753 | 2.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | ADMINISTRACION | 126 | 4.2 | 35753 | 2.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | ADMINISTRACION | 16001 | 4.5 | 41884 | 4.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | ADMINISTRACION | 109 | 4.3 | 44362 | 2.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | ADMINISTRACION | 126 | 4.7 | 35753 | 2.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | ADMINISTRACION | 109 | 3.0 | 44362 | 2.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | ADMINISTRACION | 126 | 4.5 | 35753 | 2.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | ADMINISTRACION | 109 | 3.6 | 44362 | 2.0 | FAC DE INGEN ADMINISTRATIVAS | INGENIERIA DE MERCADOS | CC | NaN | NOTIENE | 0 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
Last rows
| SUBJ_DESC | CRSE_NUMBER | GRDE_CODE_FINAL | CRN_KEY | CRED_ACAD | COLL_DESC | MAJR_DESC1 | CAMPUS | IND_REP | BECA_GOB_ICFES | HAVE_BECA | HAVE_PHONE | PSC | PMA | PLC | PIN | PCN | ICQU | ICMA | ICLE | ICHI | ICGE | ICFL | ICFI | ICBI | ICSO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 83074 | TERMOFLUIDOS | 18001 | 4.5 | 46999 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | I | NOTIENE | 0 | 0 | 54.0 | 64.0 | 68.0 | 50.0 | 64.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 83075 | TERMOFLUIDOS | 18001 | 3.5 | 46999 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | NaN | NOTIENE | 0 | 1 | 63.0 | 62.0 | 64.0 | 66.0 | 65.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 83076 | TERMOFLUIDOS | 18002 | 3.3 | 47869 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | NaN | NOTIENE | 0 | 0 | 72.0 | 76.0 | 79.0 | 83.0 | 68.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 83077 | TERMOFLUIDOS | 18001 | 3.6 | 46999 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | I | BI16 - PLAN 10000 BECAS GOBIERNO 2016, BM16 - MATRICULA 10000 BECAS GOB 2016 | 1 | 1 | 67.0 | 75.0 | 70.0 | 72.0 | 67.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 83078 | TERMOFLUIDOS | 18002 | 3.1 | 47885 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | NaN | BI17 - PLAN 10000 BECAS GOBIERNO 2017, BM17 - MATRICULA 10000 BECAS GOB 2017 | 1 | 1 | 74.0 | 75.0 | 72.0 | 83.0 | 71.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 83079 | TERMOFLUIDOS | 18002 | 3.5 | 47885 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | NaN | NOTIENE | 0 | 1 | 48.0 | 66.0 | 59.0 | 56.0 | 53.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 83080 | TERMOFLUIDOS | 18001 | 2.4 | 46999 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | NaN | BI17 - PLAN 10000 BECAS GOBIERNO 2017, BM17 - MATRICULA 10000 BECAS GOB 2017 | 1 | 0 | 65.0 | 77.0 | 72.0 | 59.0 | 71.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 83081 | TERMOFLUIDOS | 18002 | 4.2 | 50572 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | NaN | NOTIENE | 0 | 0 | 60.0 | 67.0 | 63.0 | 69.0 | 66.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 83082 | TERMOFLUIDOS | 18001 | 3.7 | 46999 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | NaN | BI16 - PLAN 10000 BECAS GOBIERNO 2016, BM16 - MATRICULA 10000 BECAS GOB 2016 | 1 | 0 | 65.0 | 73.0 | 78.0 | 74.0 | 75.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 83083 | TERMOFLUIDOS | 18002 | 4.0 | 47869 | 3.0 | FAC DE INGENIERIA | INGENIERIA MECATRONICA | CC | NaN | BI18 - GENERACION E BECAS GOB 2018, BM18 - MATRICULA GEN E BECAS GOB 2018 | 1 | 1 | 67.0 | 83.0 | 70.0 | 78.0 | 74.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |